{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import string\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "tbpath = \"../../fits/\"\n",
    "productpath = \"../../postfit_derivatives/\"\n",
    "models = [\"fulllinearmodel_fit_table.csv\",\"reducedlinearmodelNegBinom_fit_table.csv\",\n",
    "          \"reducedlinearmodelq0_fit_table.csv\",\"reducedlinearmodelq0ctime_fit_table.csv\",\n",
    "         \"nonlinearmodelq0ctime_fit_table.csv\",\"nonlinearmodel_fit_table.csv\"]\n",
    "\n",
    "\n",
    "# model_hash = {}\n",
    "# k = -1\n",
    "# for model in models:\n",
    "#     k += 1\n",
    "#     model_hash[model] = string.ascii_uppercase[k]\n",
    "\n",
    "# df = pd.DataFrame.from_dict(model_hash, orient='index')\n",
    "# df.to_csv('../postmodel_derivatives/model_hash.csv', header=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "rois = []\n",
    "df = pd.read_csv(tbpath + \"fit_table_reweighted.csv\") #get rois in all tables (some may have failed)\n",
    "rois += list(df.roi.unique())\n",
    "\n",
    "    \n",
    "rois = list(set(rois))\n",
    "\n",
    "#get inferred\n",
    "theta = df.columns[2:] \n",
    "ntheta = len(theta)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get rois\n",
    "\n",
    "roi_us = np.sort([i for i in rois if i[:2]=='US'])[::-1]\n",
    "roi_other = np.sort([i for i in rois if i[:2]!='US'])[::-1]\n",
    "rois = list(roi_us) + list(roi_other)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AA_Global\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x2160 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "font = {'family' : 'sans-serif',\n",
    "        'weight' : 'normal',\n",
    "        'size'   : 10}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "def simpleaxis(ax):\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    return\n",
    "             \n",
    "fs=24\n",
    "\n",
    "theta_ = [\"q\"]\n",
    "label_ = ['q']\n",
    "xticks_ = [[0,5]]\n",
    "# xlim_ = [[0,5,10],[0,1,2],[0,0.5,1],[0,2,5]]\n",
    "\n",
    "def histrois(theta):\n",
    "    x = []\n",
    "    dfrank = pd.DataFrame(columns = ['roi','sd'])\n",
    "    k = -1\n",
    "    for roi in rois:\n",
    "        try:\n",
    "            x2 = df.loc[(df.roi==roi)&(df['quantile']=='0.5'), theta].values[0]\n",
    "            if np.isfinite(x2):\n",
    "                x.append(x2)\n",
    "                k += 1\n",
    "                dfrank.loc[k] = [roi,x2]\n",
    "        except:\n",
    "            print(roi)\n",
    "            print()\n",
    "#     mu = np.median(x)\n",
    "#     print(mu)\n",
    "#     f = sns.distplot(x,hist=True,kde=False,ax=ax,color=histcolor)\n",
    "#     simpleaxis(ax)\n",
    "#     ax.set_title(label,fontsize=fs)\n",
    "#     ax.axvline(mu)\n",
    "#     ax.text(mu,20,str(np.round(mu,3)))\n",
    "#     ax.get_yaxis().set_visible(False)\n",
    "#     ax.set_xticks(xticks)\n",
    "#     ax.set_xlim((min(xticks),max(xticks)))\n",
    "    return dfrank\n",
    "    \n",
    "f,ax = plt.subplots(1,1,figsize=(20,30))\n",
    "c_ = sns.color_palette(\"GnBu_d\")\n",
    "\n",
    "dfrank = histrois(theta_[0])\n",
    "plt.subplots_adjust(wspace=0.5)\n",
    "\n",
    "dfrank = dfrank.sort_values('sd')\n",
    "\n",
    "sns.barplot(x=\"sd\", y=\"roi\",palette=sns.dark_palette(\"purple\"), data=dfrank[:],ax=ax)\n",
    "\n",
    "mu = np.median(dfrank['sd'].values[:])\n",
    "# ax.axvline(mu)\n",
    "# print(mu)\n",
    "ax.set_ylabel('')\n",
    "ax.set_xlabel('q')\n",
    "plt.subplots_adjust(top=1,bottom=0.1)\n",
    "# print(dfrank.loc[dfrank.roi=='Russia',])\n",
    "simpleaxis(ax)\n",
    "\n",
    "plt.savefig(productpath + 'fig_q.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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